{ "metadata": { "name": "ascii_read_bench", "signature": "sha256:8d55e87ed2c00afdc498a9d9e093a20094edc02ebc238573bd3d90fdfef88f29" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": "import timeit\nfrom astropy.io import ascii\nimport pandas\nimport numpy as np\nfrom astropy.table import Table, Column\nfrom tempfile import NamedTemporaryFile\nimport random\nimport string\nimport matplotlib.pyplot as plt\n%matplotlib inline", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": "def make_table(table, size=10000, n_floats=10, n_ints=0, n_strs=0, float_format=None, str_val=None):\n if str_val is None:\n str_val = \"abcde12345\"\n cols = []\n for i in xrange(n_floats):\n dat = np.random.uniform(low=1, high=10, size=size)\n cols.append(Column(dat, name='f{}'.format(i)))\n for i in xrange(n_ints):\n dat = np.random.randint(low=-9999999, high=9999999, size=size)\n cols.append(Column(dat, name='i{}'.format(i)))\n for i in xrange(n_strs):\n if str_val == 'random':\n dat = np.array([''.join([random.choice(string.letters) for j in range(10)]) for k in range(size)])\n else:\n dat = np.repeat(str_val, size)\n cols.append(Column(dat, name='s{}'.format(i)))\n t = Table(cols)\n\n if float_format is not None:\n for col in t.columns.values():\n if col.name.startswith('f'):\n col.format = float_format\n\n t.write(table, format='ascii')", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": "def plot_case(n_floats=10, n_ints=0, n_strs=0, float_format=None, str_val=None, genfromtxt=True):\n global table1\n n_rows = (100, 200, 500, 1000, 2000, 5000, 10000, 20000, 50000) # include 50000 for publish run\n numbers = (10, 10, 5, 2, 1, 1, 1, 1, 1)\n repeats = (3, 3, 3, 3, 3, 3, 3, 2, 1)\n times_slow = []\n times_fast = []\n times_fast_converter = []\n times_pandas = []\n times_genfromtxt = []\n for n_row, number, repeat in zip(n_rows, numbers, repeats):\n table1 = 'float.txt'\n make_table(table1, n_row, n_floats, n_ints, n_strs, float_format, str_val)\n t = timeit.repeat(\"ascii.read(table1, use_fast_reader=False, format='basic', guess=False)\", \n setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n times_slow.append(min(t) / number)\n t = timeit.repeat(\"ascii.read(table1, format='basic', guess=False)\", \n setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n times_fast.append(min(t) / number)\n if n_floats > 0:\n t = timeit.repeat(\"ascii.read(table1, format='basic', guess=False, use_fast_converter=True)\", \n setup='from __main__ import ascii, table1', number=number, repeat=repeat)\n times_fast_converter.append(min(t) / number)\n t = timeit.repeat(\"pandas.read_csv(table1, sep=' ', header=0)\", \n setup='from __main__ import table1, pandas', number=number, repeat=repeat)\n times_pandas.append(min(t) / number)\n if genfromtxt:\n t = timeit.repeat(\"np.genfromtxt(table1, names=True)\", \n setup='from __main__ import table1, np', number=number, repeat=repeat)\n times_genfromtxt.append(min(t) / number)\n plt.loglog(n_rows, times_slow, '-ob', label='io.ascii Python')\n plt.loglog(n_rows, times_fast, '-or', label='io.ascii Fast-c')\n if n_floats > 0:\n plt.loglog(n_rows, times_fast_converter, '-oy', label='Fast converter')\n plt.loglog(n_rows, times_pandas, '-oc', label='Pandas')\n if genfromtxt:\n plt.loglog(n_rows, times_genfromtxt, '-om', label='np.genfromtxt', alpha=0.5)\n plt.grid()\n plt.legend(loc='best')\n plt.title('n_floats={} n_ints={} n_strs={} float_format={}'.format(n_floats, n_ints, n_strs, float_format))\n plt.xlabel('Number of rows')\n plt.ylabel('Time (sec)')\n print('Fast-C to Python speed ratio: {:.2f} : 1'.format(times_slow[-1] / times_fast[-1]))\n if n_floats > 0:\n print('Fast-C with converter to Fast-C speed ratio: {:.2f} : 1'.format(times_fast[-1] / times_fast_converter[-1]))\n print('Pandas to Fast-C with converter speed ratio: {:.2f} : 1'.format(times_fast_converter[-1] / times_pandas[-1]))\n else:\n print('Pandas to Fast-C speed ratio: {:.2f} : 1'.format(times_fast[-1] / times_pandas[-1]))", "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=0, n_strs=0, float_format=None)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 3.44 : 1\nFast-C with converter to Fast-C speed ratio: 1.79 : 1\nPandas to Fast-C with converter speed ratio: 0.91 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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wf/9+wsPDzbaPmTNnYmNjw7/+9a8y1asSOSkU1ZMbnlJOTvDhh9Ctm7bfmGMk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\njwD2U+xhaK8bQ7gVREitqMDl0lJcLi3FpdJS3KusRHeBAP0sLDC2Qwd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"text": "" } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=10, n_strs=10, float_format=None)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.15 : 1\nFast-C with converter to Fast-C speed ratio: 1.29 : 1\nPandas to Fast-C with converter speed ratio: 1.09 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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ROzAfRxOmms75egUArVy5ki5evFiqvCHj6OhIoaGhRKSMqvL396cWLVpQixYt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\nKt+vH0ydCl9+CQEBSJKEyZRGQUEyhee/pbAwmYKCJCyWPNTqnmg0ETR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"text": "" } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=10, n_strs=10, float_format='%.4f')", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.95 : 1\nFast-C with converter to Fast-C speed ratio: 1.10 : 1\nPandas to Fast-C with converter speed ratio: 1.22 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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y5cu5VVVHjx6lbt26cfft2bOHzM3NSSgU0syZM2natGm0fv16IiL69ttvycHB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\nrWu0ut2NMNtsfJeZSXxqKldNJqaEhjIxOBjfOs5OKxDcKg7p46hJatp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"text": "" } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=10, n_ints=0, n_strs=0, float_format='%.4f')", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.74 : 1\nFast-C with converter to Fast-C speed ratio: 2.18 : 1\nPandas to Fast-C with converter speed ratio: 0.95 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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27tyJ/Px83Lt3D8OGDYOBgQHCwsJgbW2NgoIC5OfnKwVmqiAxMRHvvPMOFixY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\n7AoOeheMTlVs3XOFcckvAWA0VqPT5dxwtqDXl6BUhphEQansiofHQPz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"text": "" } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=0, n_strs=10)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.15 : 1\nPandas to Fast-C speed ratio: 1.50 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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TNRqlCUwPQ1Ykg8BLAEM3Q/A01PMWv3cPWLoUePwYWLMG8PMD6qlg0DygZkx1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\nUnbn0LUoF+/+DnQf3YHfjXOgZ08rzQcKsyoqUjP/mzervQs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"text": "" } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=0, n_strs=10, str_val=\"'asdf asdfa'\", genfromtxt=False)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 4.32 : 1\nPandas to Fast-C speed ratio: 1.62 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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47z9g3Diglok11RaNOmxh06Yyy0Xe3vLljSWC0MtLdh3lclAogjqmjs3OzsaV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\npNVqpREjRkhubm6SWq2WPvnkE0mSJOnAgQPSY489Jvn7+0v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"text": "" } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": "plot_case(n_floats=0, n_ints=0, n_strs=10, str_val=\"random\")", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 3.94 : 1\nPandas to Fast-C speed ratio: 0.66 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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vgXXrgLfeAm7fBipF/n81oWZMdepXV37u+HFaKhQSqeasiABaKhTSuePHa92m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\nv1YXr9hhV5QQtam1xeHt7U1BQUGN/WEODg4MHTrU2mWr073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"text": "" } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": "%plot_case(n_floats=0, n_ints=10, n_strs=0)", "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": "Fast-C to Python speed ratio: 9.43 : 1\nPandas to Fast-C speed ratio: 1.03 : 1\n" }, { "metadata": {}, "output_type": "display_data", "png": 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t32tbS1ehWRqV4dCTStWG6546VTG/sTwe9CIi1MuQSKqkkza6jhWJROjatSsA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\nlfh4xs2Y0W6/k8YcMhhYXFjIZ5cuMSo4mDgfH75v5Hmde61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